We also investigated the association of the LM.Sig with clinical information, and the results showed that gene PNPLA2 correlated with advanced tumor progression and adverse prognosis, while the other six genes exhibited the opposite trend (Figure 1k). Here, PNPLA2 is linked to neoplasm.